Germany: SK Neumünster (Schleswig-Holstein)

• Homepage of project: https://oscovida.github.io
• Plots are explained at http://oscovida.github.io/plots.html
• Execute this Jupyter Notebook using myBinder

import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")

Notebook executed on: 07/03/2023 16:15:57 CEST

%config InlineBackend.figure_formats = ['svg']
from oscovida import *

overview(country="Germany", subregion="SK Neumünster", weeks=5);

overview(country="Germany", subregion="SK Neumünster");

compare_plot(country="Germany", subregion="SK Neumünster", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="SK Neumünster")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Neumünster")
print(f'Population of country="Germany", subregion="SK Neumünster": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table

Population of country="Germany", subregion="SK Neumünster": 79496 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	31507	5	129	0
2023-03-02	31502	2	129	0
2023-03-01	31500	9	129	0
2023-02-28	31491	7	129	0
2023-02-27	31484	6	129	0
2023-02-24	31478	3	129	0
2023-02-23	31475	3	129	0
2023-02-22	31472	8	129	0
2023-02-21	31464	12	129	0
2023-02-20	31452	8	129	0
2023-02-17	31444	7	129	0
2023-02-16	31437	3	129	0
2023-02-15	31434	12	129	0
2023-02-14	31422	20	129	0
2023-02-13	31402	9	129	0
2023-02-10	31393	6	129	0
2023-02-09	31387	4	129	0
2023-02-08	31383	11	129	0
2023-02-07	31372	15	129	0
2023-02-06	31357	4	129	0
2023-02-03	31353	8	129	0
2023-02-02	31345	7	129	0
2023-02-01	31338	9	129	0
2023-01-31	31329	14	129	0
2023-01-30	31315	6	129	0
2023-01-27	31309	7	129	0
2023-01-26	31302	7	129	0
2023-01-25	31295	4	129	0
2023-01-24	31291	9	129	0
2023-01-23	31282	11	129	0
2023-01-20	31271	11	129	0
2023-01-19	31260	8	129	0
2023-01-18	31252	8	129	0
2023-01-17	31244	10	129	0
2023-01-16	31234	13	129	1
2023-01-14	31221	1	128	0
2023-01-13	31220	5	128	1
2023-01-12	31215	15	127	0
2023-01-11	31200	10	127	0
2023-01-10	31190	21	127	0
2023-01-09	31169	17	127	1
2023-01-06	31152	11	126	0
2023-01-05	31141	19	126	1
2023-01-04	31122	26	125	0
2023-01-03	31096	34	125	0
2023-01-02	31062	47	125	3
2022-12-31	31015	1	122	0
2022-12-30	31014	18	122	2
2022-12-29	30996	39	120	2
2022-12-28	30957	58	118	0
2022-12-27	30899	60	118	0
2022-12-26	30839	2	118	0
2022-12-24	30837	2	118	0
2022-12-23	30835	50	118	0
2022-12-22	30785	43	118	0
2022-12-21	30742	65	118	2
2022-12-20	30677	71	116	1
2022-12-19	30606	42	115	2
2022-12-17	30564	2	113	0
2022-12-16	30562	27	113	0
2022-12-15	30535	33	113	0
2022-12-14	30502	48	113	0
2022-12-13	30454	49	113	0
2022-12-12	30405	66	113	0
2022-12-09	30339	21	113	0
2022-12-08	30318	35	113	0
2022-12-07	30283	35	113	0
2022-12-06	30248	55	113	0
2022-12-05	30193	29	113	0
2022-12-02	30164	34	113	0
2022-12-01	30130	23	113	0
2022-11-30	30107	30	113	0
2022-11-29	30077	34	113	1
2022-11-28	30043	27	112	0
2022-11-25	30016	17	112	0
2022-11-24	29999	26	112	0
2022-11-23	29973	26	112	0
2022-11-22	29947	34	112	0
2022-11-21	29913	25	112	0
2022-11-19	29888	1	112	0
2022-11-18	29887	36	112	0
2022-11-17	29851	23	112	0
2022-11-16	29828	25	112	0
2022-11-15	29803	33	112	1
2022-11-14	29770	61	111	0
2022-11-11	29709	25	111	0
2022-11-10	29684	41	111	1
2022-11-09	29643	48	110	1
2022-11-08	29595	76	109	0
2022-11-07	29519	80	109	0
2022-11-04	29439	45	109	1
2022-11-03	29394	84	108	0
2022-11-02	29310	64	108	1
2022-11-01	29246	92	107	0
2022-10-28	29154	57	107	0
2022-10-27	29097	44	107	0
2022-10-26	29053	65	107	0
2022-10-25	28988	69	107	0
2022-10-24	28919	84	107	0
2022-10-21	28835	56	107	0
2022-10-20	28779	39	107	0
2022-10-19	28740	68	107	0
2022-10-18	28672	118	107	0
2022-10-17	28554	70	107	2
2022-10-14	28484	62	105	0
2022-10-13	28422	48	105	0
2022-10-12	28374	80	105	1
2022-10-11	28294	93	104	0
2022-10-10	28201	128	104	0
2022-10-07	28073	65	104	1
2022-10-06	28008	97	103	1
2022-10-05	27911	144	102	1
2022-10-04	27767	72	101	1
2022-09-30	27695	38	100	0
2022-09-29	27657	42	100	0
2022-09-28	27615	62	100	0
2022-09-27	27553	91	100	0
2022-09-26	27462	54	100	0
2022-09-23	27408	32	100	0
2022-09-22	27376	33	100	0
2022-09-21	27343	27	100	0
2022-09-20	27316	63	100	0
2022-09-19	27253	48	100	1
2022-09-16	27205	28	99	0
2022-09-15	27177	27	99	0
2022-09-14	27150	40	99	0
2022-09-13	27110	45	99	0
2022-09-12	27065	36	99	0
2022-09-09	27029	30	99	0
2022-09-08	26999	38	99	0
2022-09-07	26961	39	99	0
2022-09-06	26922	69	99	1
2022-09-05	26853	37	98	0
2022-09-02	26816	37	98	0
2022-09-01	26779	40	98	1
2022-08-31	26739	23	97	0
2022-08-30	26716	58	97	0
2022-08-29	26658	33	97	0
2022-08-26	26625	22	97	0
2022-08-25	26603	30	97	0
2022-08-24	26573	31	97	0
2022-08-23	26542	64	97	1
2022-08-22	26478	48	96	0
2022-08-19	26430	18	96	0
2022-08-18	26412	53	96	1
2022-08-17	26359	44	95	0
2022-08-16	26315	92	95	0
2022-08-15	26223	60	95	0
2022-08-12	26163	30	95	0
2022-08-11	26133	37	95	0
2022-08-10	26096	48	95	1
2022-08-09	26048	71	94	0
2022-08-08	25977	52	94	0
2022-08-05	25925	38	94	0
2022-08-04	25887	34	94	0
2022-08-03	25853	32	94	0
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2022-07-29	25687	45	94	0
2022-07-28	25642	41	94	1
2022-07-27	25601	51	93	0
2022-07-26	25550	92	93	0
2022-07-25	25458	89	93	2
2022-07-22	25369	49	91	0
2022-07-21	25320	69	91	0
2022-07-20	25251	98	91	0
2022-07-19	25153	114	91	0
2022-07-18	25039	105	91	0
2022-07-15	24934	61	91	0
2022-07-14	24873	85	91	0
2022-07-13	24788	109	91	1
2022-07-12	24679	129	90	0
2022-07-11	24550	129	90	0
2022-07-08	24421	83	90	0
2022-07-07	24338	92	90	0
2022-07-06	24246	142	90	0
2022-07-05	24104	179	90	1
2022-07-04	23925	173	89	0
2022-07-02	23752	1	89	0
2022-07-01	23751	96	89	0
2022-06-30	23655	119	89	0
2022-06-29	23536	195	89	0
2022-06-28	23341	224	89	1
2022-06-27	23117	175	88	0
2022-06-24	22942	102	88	1
2022-06-23	22840	197	87	0
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2021-09-04	2214	3	23	0
2021-09-03	2211	6	23	0
2021-09-02	2205	6	23	0
2021-09-01	2199	6	23	0
2021-08-31	2193	15	23	0
2021-08-30	2178	16	23	0
2021-08-29	2162	2	23	0
2021-08-28	2160	4	23	0
2021-08-27	2156	6	23	0
2021-08-26	2150	13	23	0
2021-08-25	2137	18	23	0
2021-08-24	2119	21	23	0
2021-08-22	2098	9	23	0
2021-08-21	2089	8	23	0
2021-08-20	2081	22	23	0
2021-08-19	2059	12	23	0
2021-08-18	2047	14	23	0
2021-08-17	2033	10	23	0
2021-08-16	2023	6	23	0
2021-08-15	2017	3	23	0
2021-08-14	2014	4	23	0
2021-08-13	2010	11	23	0
2021-08-12	1999	8	23	0
2021-08-11	1991	12	23	0
2021-08-10	1979	12	23	0
2021-08-09	1967	6	23	0
2021-08-08	1961	4	23	0
2021-08-07	1957	7	23	0
2021-08-06	1950	9	23	0
2021-08-05	1941	14	23	0
2021-08-04	1927	12	23	0
2021-08-03	1915	17	23	0
2021-08-02	1898	13	23	0
2021-07-31	1885	2	23	0
2021-07-30	1883	7	23	0
2021-07-29	1876	4	23	0
2021-07-28	1872	4	23	0
2021-07-27	1868	7	23	0
2021-07-25	1861	1	23	0
2021-07-24	1860	5	23	0
2021-07-23	1855	2	23	0
2021-07-22	1853	4	23	0
2021-07-21	1849	3	23	0
2021-07-20	1846	1	23	0
2021-07-18	1845	2	23	0
2021-07-16	1843	4	23	0
2021-07-15	1839	3	23	0
2021-07-14	1836	1	23	0
2021-07-13	1835	7	23	0
2021-07-12	1828	1	23	0
2021-07-11	1827	2	23	0
2021-07-10	1825	2	23	0
2021-07-09	1823	1	23	0
2021-07-07	1822	8	23	0
2021-07-06	1814	4	23	0
2021-07-05	1810	1	23	0
2021-07-03	1809	2	23	0
2021-06-26	1807	1	23	0
2021-06-24	1806	1	23	0
2021-06-23	1805	1	23	0
2021-06-22	1804	2	23	0
2021-06-18	1802	1	23	0
2021-06-17	1801	1	23	0
2021-06-16	1800	1	23	0
2021-06-15	1799	2	23	0
2021-06-04	1797	2	23	0
2021-06-03	1795	1	23	0
2021-06-01	1794	1	23	0
2021-05-31	1793	1	23	0
2021-05-29	1792	1	23	0
2021-05-27	1791	2	23	0
2021-05-26	1789	1	23	0
2021-05-25	1788	3	23	0
2021-05-24	1785	1	23	0
2021-05-23	1784	2	23	0
2021-05-22	1782	2	23	0
2021-05-20	1780	6	23	0
2021-05-19	1774	10	23	0
2021-05-18	1764	5	23	0
2021-05-17	1759	8	23	0
2021-05-15	1751	5	23	0
2021-05-14	1746	3	23	0
2021-05-13	1743	1	23	0
2021-05-12	1742	7	23	0
2021-05-11	1735	5	23	0
2021-05-09	1730	4	23	0
2021-05-08	1726	4	23	0
2021-05-07	1722	6	23	0
2021-05-06	1716	27	23	0
2021-05-05	1689	10	23	0
2021-05-04	1679	23	23	0
2021-05-03	1656	11	23	0
2021-05-02	1645	8	23	0
2021-05-01	1637	2	23	0
2021-04-30	1635	7	23	1
2021-04-29	1628	22	22	0
2021-04-28	1606	1	22	0
2021-04-27	1605	14	22	0
2021-04-26	1591	5	22	0
2021-04-25	1586	3	22	0
2021-04-24	1583	5	22	0
2021-04-23	1578	8	22	0
2021-04-22	1570	11	22	0
2021-04-21	1559	2	22	0
2021-04-20	1557	6	22	0
2021-04-19	1551	2	22	0
2021-04-18	1549	8	22	0
2021-04-17	1541	11	22	0
2021-04-16	1530	5	22	0
2021-04-15	1525	9	22	0
2021-04-14	1516	10	22	0
2021-04-13	1506	1	22	0
2021-04-12	1505	7	22	0
2021-04-11	1498	15	22	0
2021-04-10	1483	4	22	0
2021-04-09	1479	20	22	0
2021-04-08	1459	2	22	0
2021-04-07	1457	20	22	0
2021-04-06	1437	3	22	0
2021-04-05	1434	23	22	0
2021-04-04	1411	2	22	0
2021-04-03	1409	8	22	0
2021-04-02	1401	22	22	0
2021-04-01	1379	1	22	0
2021-03-31	1378	13	22	0
2021-03-30	1365	5	22	0
2021-03-29	1360	8	22	0
2021-03-28	1352	7	22	0
2021-03-27	1345	11	22	0
2021-03-26	1334	3	22	0
2021-03-25	1331	15	22	0
2021-03-24	1316	9	22	0
2021-03-23	1307	12	22	0
2021-03-22	1295	3	22	0
2021-03-21	1292	1	22	0
2021-03-20	1291	8	22	0
2021-03-19	1283	11	22	0
2021-03-18	1272	13	22	0
2021-03-17	1259	21	22	1
2021-03-16	1238	7	21	0
2021-03-15	1231	3	21	0
2021-03-14	1228	3	21	0
2021-03-13	1225	11	21	0
2021-03-12	1214	13	21	0
2021-03-11	1201	10	21	0
2021-03-10	1191	11	21	0
2021-03-09	1180	9	21	0
2021-03-08	1171	9	21	0
2021-03-07	1162	3	21	0
2021-03-06	1159	10	21	0
2021-03-05	1149	5	21	0
2021-03-04	1144	7	21	0
2021-03-03	1137	6	21	0
2021-03-02	1131	10	21	0
2021-03-01	1121	2	21	0
2021-02-28	1119	1	21	0
2021-02-27	1118	2	21	0
2021-02-26	1116	2	21	0
2021-02-25	1114	9	21	0
2021-02-24	1105	6	21	0
2021-02-23	1099	6	21	0
2021-02-22	1093	7	21	0
2021-02-21	1086	1	21	0
2021-02-20	1085	6	21	0
2021-02-19	1079	8	21	0
2021-02-18	1071	11	21	0
2021-02-17	1060	6	21	0
2021-02-16	1054	3	21	0
2021-02-15	1051	2	21	0
2021-02-14	1049	4	21	0
2021-02-13	1045	1	21	0
2021-02-12	1044	4	21	0
2021-02-11	1040	7	21	0
2021-02-10	1033	6	21	0
2021-02-09	1027	7	21	0
2021-02-08	1020	1	21	0
2021-02-07	1019	1	21	0
2021-02-06	1018	4	21	0
2021-02-05	1014	9	21	0
2021-02-04	1005	6	21	0
2021-02-03	999	5	21	0
2021-02-02	994	13	21	1
2021-02-01	981	5	20	0
2021-01-31	976	5	20	0
2021-01-30	971	8	20	0
2021-01-29	963	7	20	0
2021-01-28	956	12	20	1
2021-01-27	944	9	19	0
2021-01-26	935	11	19	1
2021-01-25	924	5	18	1
2021-01-24	919	5	17	0
2021-01-23	914	6	17	0
2021-01-22	908	11	17	1
2021-01-21	897	22	16	1
2021-01-20	875	11	15	0
2021-01-19	864	20	15	0
2021-01-18	844	11	15	0
2021-01-17	833	3	15	0
2021-01-16	830	12	15	0
2021-01-15	818	16	15	0
2021-01-14	802	25	15	0
2021-01-13	777	21	15	0
2021-01-12	756	5	15	0
2021-01-11	751	7	15	0
2021-01-10	744	2	15	0
2021-01-09	742	8	15	1
2021-01-08	734	8	14	0
2021-01-07	726	20	14	0
2021-01-06	706	17	14	0
2021-01-05	689	5	14	0
2021-01-04	684	5	14	0
2021-01-03	679	5	14	0
2021-01-01	674	2	14	0
2020-12-31	672	6	14	0
2020-12-30	666	8	14	1
2020-12-29	658	9	13	0
2020-12-28	649	5	13	0
2020-12-27	644	1	13	0
2020-12-24	643	4	13	0
2020-12-23	639	6	13	0
2020-12-22	633	5	13	0
2020-12-21	628	2	13	0
2020-12-20	626	1	13	0
2020-12-19	625	7	13	0
2020-12-18	618	16	13	0
2020-12-17	602	10	13	0
2020-12-16	592	5	13	0
2020-12-15	587	9	13	1
2020-12-14	578	9	12	0
2020-12-13	569	9	12	0
2020-12-11	560	10	12	0
2020-12-10	550	6	12	0
2020-12-09	544	31	12	4
2020-12-08	513	8	8	0
2020-12-07	505	2	8	0
2020-12-06	503	5	8	0
2020-12-05	498	5	8	0
2020-12-04	493	17	8	0
2020-12-03	476	4	8	0
2020-12-02	472	9	8	0
2020-12-01	463	3	8	0
2020-11-30	460	5	8	0
2020-11-29	455	3	8	0
2020-11-28	452	2	8	0
2020-11-27	450	8	8	0
2020-11-26	442	4	8	0
2020-11-25	438	6	8	0
2020-11-24	432	9	8	0
2020-11-23	423	11	8	0
2020-11-21	412	3	8	0
2020-11-20	409	5	8	0
2020-11-19	404	5	8	0
2020-11-18	399	2	8	0
2020-11-17	397	11	8	0
2020-11-16	386	18	8	3
2020-11-15	368	3	5	0
2020-11-14	365	6	5	0
2020-11-13	359	10	5	0
2020-11-12	349	4	5	0
2020-11-11	345	7	5	0
2020-11-10	338	7	5	0
2020-11-09	331	13	5	2
2020-11-08	318	1	3	0
2020-11-07	317	5	3	0
2020-11-06	312	7	3	0
2020-11-05	305	9	3	0
2020-11-04	296	14	3	0
2020-11-03	282	7	3	0
2020-11-01	275	4	3	0
2020-10-31	271	9	3	0
2020-10-30	262	3	3	0
2020-10-29	259	6	3	0
2020-10-28	253	7	3	0
2020-10-27	246	4	3	0
2020-10-26	242	2	3	0
2020-10-25	240	3	3	0
2020-10-24	237	5	3	0
2020-10-23	232	1	3	0
2020-10-22	231	3	3	0
2020-10-21	228	9	3	0
2020-10-20	219	5	3	0
2020-10-18	214	5	3	0
2020-10-17	209	3	3	0
2020-10-16	206	3	3	0
2020-10-15	203	6	3	0
2020-10-14	197	3	3	0
2020-10-13	194	8	3	0
2020-10-12	186	1	3	0
2020-10-11	185	8	3	0
2020-10-10	177	2	3	0
2020-10-09	175	3	3	0
2020-10-08	172	1	3	0
2020-10-06	171	1	3	0
2020-10-05	170	1	3	0
2020-10-02	169	1	3	0
2020-09-29	168	1	3	0
2020-09-28	167	1	3	0
2020-09-26	166	1	3	0
2020-09-25	165	1	3	0
2020-09-24	164	3	3	0
2020-09-23	161	4	3	0
2020-09-22	157	4	3	0
2020-09-20	153	2	3	0
2020-09-19	151	3	3	0
2020-09-18	148	2	3	0
2020-09-17	146	4	3	0
2020-09-16	142	2	3	0
2020-09-15	140	6	3	0
2020-09-14	134	6	3	0
2020-09-13	128	3	3	0
2020-09-11	125	1	3	0
2020-09-10	124	1	3	0
2020-09-09	123	2	3	0
2020-09-08	121	1	3	0
2020-09-07	120	4	3	0
2020-09-06	116	2	3	0
2020-09-04	114	1	3	0
2020-09-03	113	1	3	0
2020-09-02	112	6	3	0
2020-09-01	106	2	3	0
2020-08-30	104	1	3	0
2020-08-28	103	1	3	0
2020-08-26	102	1	3	0
2020-08-24	101	1	3	0
2020-08-23	100	2	3	0
2020-08-22	98	1	3	0
2020-08-18	97	1	3	0
2020-08-11	96	1	3	0
2020-08-10	95	6	3	0
2020-08-07	89	3	3	0
2020-08-06	86	2	3	0
2020-08-01	84	1	3	0
2020-07-20	83	4	3	0
2020-07-17	79	1	3	1
2020-05-12	78	1	2	0
2020-05-10	77	2	2	0
2020-05-09	75	1	2	0
2020-05-08	74	3	2	0
2020-05-07	71	2	2	0
2020-05-05	69	2	2	0
2020-05-04	67	1	2	0
2020-05-02	66	1	2	0
2020-04-29	65	1	2	0
2020-04-28	64	1	2	0
2020-04-27	63	1	2	0
2020-04-23	62	2	2	0
2020-04-21	60	10	2	0
2020-04-18	50	1	2	0
2020-04-17	49	3	2	0
2020-04-16	46	3	2	0
2020-04-15	43	1	2	0
2020-04-10	42	1	2	0
2020-04-09	41	5	2	0
2020-04-08	36	2	2	0
2020-04-06	34	2	2	1
2020-04-05	32	2	1	0
2020-04-03	30	1	1	0
2020-04-02	29	4	1	1
2020-03-31	25	5	0	0
2020-03-30	20	5	0	0
2020-03-27	15	2	0	0
2020-03-25	13	1	0	0
2020-03-24	12	2	0	0
2020-03-23	10	3	0	0
2020-03-20	7	2	0	0
2020-03-18	5	4	0	0

Explore the data in your web browser

• If you want to execute this notebook, click here to use myBinder
• and wait (~1 to 2 minutes)
• Then press SHIFT+RETURN to advance code cell to code cell
• See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:

• Johns Hopkins University provides data for countries
• Robert Koch Institute provides data for within Germany
• Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
• Open source and scientific computing community for the data tools
• Github for hosting repository and html files
• Project Jupyter for the Notebook and binder service
• The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

---

print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")

Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.

# to force a fresh download of data, run "clear_cache()"

print(f"Notebook execution took: {datetime.datetime.now()-start}")

Notebook execution took: 0:04:34.075041